Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 17908 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.9 MiB |
| Average record size in memory | 168.0 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 4 |
risk_score_4 is highly correlated with risk_score_5 | High correlation |
risk_score_5 is highly correlated with risk_score_4 | High correlation |
risk_score_4 is highly correlated with risk_score_5 | High correlation |
risk_score_5 is highly correlated with risk_score_4 | High correlation |
risk_score_3 is highly correlated with risk_score_5 | High correlation |
risk_score_4 is highly correlated with risk_score_5 | High correlation |
risk_score_5 is highly correlated with risk_score_3 and 1 other fields | High correlation |
ext_quality_score is highly correlated with ext_quality_score_2 | High correlation |
ext_quality_score_2 is highly correlated with ext_quality_score | High correlation |
months_employed has 13201 (73.7%) zeros | Zeros |
years_employed has 694 (3.9%) zeros | Zeros |
current_address_year has 1486 (8.3%) zeros | Zeros |
personal_account_m has 263 (1.5%) zeros | Zeros |
personal_account_y has 398 (2.2%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-13 14:36:59.620887 |
|---|---|
| Analysis finished | 2022-12-13 14:37:57.576897 |
| Duration | 57.96 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
entry_id
Real number (ℝ≥0)
| Distinct | 17888 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5596977.616 |
| Minimum | 1111398 |
|---|---|
| Maximum | 9999874 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 1111398 |
|---|---|
| 5-th percentile | 1571268.4 |
| Q1 | 3378998.75 |
| median | 5608376 |
| Q3 | 7805624.25 |
| 95-th percentile | 9563219.15 |
| Maximum | 9999874 |
| Range | 8888476 |
| Interquartile range (IQR) | 4426625.5 |
Descriptive statistics
| Standard deviation | 2562472.751 |
|---|---|
| Coefficient of variation (CV) | 0.4578315167 |
| Kurtosis | -1.200819058 |
| Mean | 5596977.616 |
| Median Absolute Deviation (MAD) | 2214168.5 |
| Skewness | -0.01573015823 |
| Sum | 1.002306752 × 1011 |
| Variance | 6.566266598 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4455352 | 2 | < 0.1% |
| 8156839 | 2 | < 0.1% |
| 1540097 | 2 | < 0.1% |
| 5946902 | 2 | < 0.1% |
| 7845110 | 2 | < 0.1% |
| 9732127 | 2 | < 0.1% |
| 3903643 | 2 | < 0.1% |
| 9276506 | 2 | < 0.1% |
| 2352669 | 2 | < 0.1% |
| 6739041 | 2 | < 0.1% |
| Other values (17878) | 17888 |
| Value | Count | Frequency (%) |
| 1111398 | 1 | |
| 1111512 | 1 | |
| 1111600 | 1 | |
| 1112315 | 1 | |
| 1112537 | 1 | |
| 1112907 | 1 | |
| 1114070 | 1 | |
| 1114089 | 1 | |
| 1114268 | 1 | |
| 1114275 | 1 |
| Value | Count | Frequency (%) |
| 9999874 | 1 | |
| 9999421 | 1 | |
| 9998678 | 1 | |
| 9997871 | 1 | |
| 9997796 | 1 | |
| 9997128 | 1 | |
| 9997079 | 1 | |
| 9995957 | 1 | |
| 9995338 | 1 | |
| 9995118 | 1 |
age
Real number (ℝ≥0)
| Distinct | 72 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.01541211 |
| Minimum | 18 |
|---|---|
| Maximum | 96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 34 |
| median | 42 |
| Q3 | 51 |
| 95-th percentile | 63 |
| Maximum | 96 |
| Range | 78 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 11.87310691 |
|---|---|
| Coefficient of variation (CV) | 0.276019834 |
| Kurtosis | -0.3603232559 |
| Mean | 43.01541211 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.3164827428 |
| Sum | 770320 |
| Variance | 140.9706677 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37 | 570 | 3.2% |
| 43 | 559 | 3.1% |
| 38 | 547 | 3.1% |
| 39 | 546 | 3.0% |
| 44 | 543 | 3.0% |
| 34 | 531 | 3.0% |
| 42 | 522 | 2.9% |
| 40 | 520 | 2.9% |
| 45 | 515 | 2.9% |
| 46 | 513 | 2.9% |
| Other values (62) | 12542 |
| Value | Count | Frequency (%) |
| 18 | 31 | 0.2% |
| 19 | 47 | 0.3% |
| 20 | 73 | 0.4% |
| 21 | 77 | 0.4% |
| 22 | 143 | |
| 23 | 185 | |
| 24 | 225 | |
| 25 | 241 | |
| 26 | 291 | |
| 27 | 335 |
| Value | Count | Frequency (%) |
| 96 | 1 | < 0.1% |
| 89 | 1 | < 0.1% |
| 87 | 1 | < 0.1% |
| 86 | 3 | < 0.1% |
| 85 | 3 | < 0.1% |
| 84 | 6 | |
| 83 | 2 | < 0.1% |
| 82 | 4 | < 0.1% |
| 81 | 3 | < 0.1% |
| 80 | 14 |
pay_schedule
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 140.0 KiB |
| bi-weekly | |
|---|---|
| weekly | |
| semi-monthly | |
| monthly |
Length
| Max length | 12 |
|---|---|
| Median length | 9 |
| Mean length | 8.549921823 |
| Min length | 6 |
Characters and Unicode
| Total characters | 153112 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | bi-weekly |
|---|---|
| 2nd row | weekly |
| 3rd row | weekly |
| 4th row | bi-weekly |
| 5th row | semi-monthly |
Common Values
| Value | Count | Frequency (%) |
| bi-weekly | 10716 | |
| weekly | 3696 | 20.6% |
| semi-monthly | 2004 | 11.2% |
| monthly | 1492 | 8.3% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| bi-weekly | 10716 | |
| weekly | 3696 | 20.6% |
| semi-monthly | 2004 | 11.2% |
| monthly | 1492 | 8.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 30828 | |
| y | 17908 | |
| l | 17908 | |
| k | 14412 | |
| w | 14412 | |
| - | 12720 | |
| i | 12720 | |
| b | 10716 | 7.0% |
| m | 5500 | 3.6% |
| h | 3496 | 2.3% |
| Other values (4) | 12492 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 140392 | |
| Dash Punctuation | 12720 | 8.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 30828 | |
| y | 17908 | |
| l | 17908 | |
| k | 14412 | |
| w | 14412 | |
| i | 12720 | |
| b | 10716 | 7.6% |
| m | 5500 | 3.9% |
| h | 3496 | 2.5% |
| t | 3496 | 2.5% |
| Other values (3) | 8996 | 6.4% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 12720 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 140392 | |
| Common | 12720 | 8.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 30828 | |
| y | 17908 | |
| l | 17908 | |
| k | 14412 | |
| w | 14412 | |
| i | 12720 | |
| b | 10716 | 7.6% |
| m | 5500 | 3.9% |
| h | 3496 | 2.5% |
| t | 3496 | 2.5% |
| Other values (3) | 8996 | 6.4% |
Common
| Value | Count | Frequency (%) |
| - | 12720 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 153112 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 30828 | |
| y | 17908 | |
| l | 17908 | |
| k | 14412 | |
| w | 14412 | |
| - | 12720 | |
| i | 12720 | |
| b | 10716 | 7.0% |
| m | 5500 | 3.6% |
| h | 3496 | 2.3% |
| Other values (4) | 12492 |
home_owner
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 140.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 17908 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 10294 | |
| 1 | 7614 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 10294 | |
| 1 | 7614 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 10294 | |
| 1 | 7614 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 17908 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 10294 | |
| 1 | 7614 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17908 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 10294 | |
| 1 | 7614 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17908 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 10294 | |
| 1 | 7614 |
income
Real number (ℝ≥0)
| Distinct | 2284 |
|---|---|
| Distinct (%) | 12.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3657.214653 |
| Minimum | 905 |
|---|---|
| Maximum | 9985 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 905 |
|---|---|
| 5-th percentile | 1705 |
| Q1 | 2580 |
| median | 3260 |
| Q3 | 4670 |
| 95-th percentile | 6585 |
| Maximum | 9985 |
| Range | 9080 |
| Interquartile range (IQR) | 2090 |
Descriptive statistics
| Standard deviation | 1504.890063 |
|---|---|
| Coefficient of variation (CV) | 0.4114852986 |
| Kurtosis | 0.8603130919 |
| Mean | 3657.214653 |
| Median Absolute Deviation (MAD) | 917.5 |
| Skewness | 0.9702378559 |
| Sum | 65493400 |
| Variance | 2264694.103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3270 | 62 | 0.3% |
| 3255 | 61 | 0.3% |
| 3055 | 60 | 0.3% |
| 3265 | 58 | 0.3% |
| 3210 | 58 | 0.3% |
| 3145 | 57 | 0.3% |
| 3165 | 56 | 0.3% |
| 3090 | 56 | 0.3% |
| 3260 | 55 | 0.3% |
| 3295 | 54 | 0.3% |
| Other values (2274) | 17331 |
| Value | Count | Frequency (%) |
| 905 | 1 | < 0.1% |
| 1015 | 2 | |
| 1030 | 1 | < 0.1% |
| 1055 | 3 | |
| 1090 | 1 | < 0.1% |
| 1095 | 1 | < 0.1% |
| 1130 | 1 | < 0.1% |
| 1140 | 1 | < 0.1% |
| 1145 | 1 | < 0.1% |
| 1150 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9985 | 1 | |
| 9970 | 1 | |
| 9925 | 1 | |
| 9915 | 1 | |
| 9885 | 1 | |
| 9870 | 1 | |
| 9834 | 1 | |
| 9813 | 1 | |
| 9755 | 1 | |
| 9660 | 1 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.186006254 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 13201 |
| Zeros (%) | 73.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 6 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 2.400896749 |
|---|---|
| Coefficient of variation (CV) | 2.024354206 |
| Kurtosis | 3.250647666 |
| Mean | 1.186006254 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.046884127 |
| Sum | 21239 |
| Variance | 5.764305197 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13201 | |
| 5 | 942 | 5.3% |
| 1 | 866 | 4.8% |
| 6 | 842 | 4.7% |
| 2 | 516 | 2.9% |
| 3 | 416 | 2.3% |
| 4 | 309 | 1.7% |
| 9 | 222 | 1.2% |
| 10 | 209 | 1.2% |
| 7 | 199 | 1.1% |
| Other values (2) | 186 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 13201 | |
| 1 | 866 | 4.8% |
| 2 | 516 | 2.9% |
| 3 | 416 | 2.3% |
| 4 | 309 | 1.7% |
| 5 | 942 | 5.3% |
| 6 | 842 | 4.7% |
| 7 | 199 | 1.1% |
| 8 | 144 | 0.8% |
| 9 | 222 | 1.2% |
| Value | Count | Frequency (%) |
| 11 | 42 | 0.2% |
| 10 | 209 | 1.2% |
| 9 | 222 | 1.2% |
| 8 | 144 | 0.8% |
| 7 | 199 | 1.1% |
| 6 | 842 | |
| 5 | 942 | |
| 4 | 309 | 1.7% |
| 3 | 416 | |
| 2 | 516 |
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.526859504 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 694 |
| Zeros (%) | 3.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.259731727 |
|---|---|
| Coefficient of variation (CV) | 0.6407206537 |
| Kurtosis | 0.8738668707 |
| Mean | 3.526859504 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.9127174816 |
| Sum | 63159 |
| Variance | 5.106387479 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 3856 | |
| 3 | 3526 | |
| 1 | 2420 | |
| 6 | 1990 | |
| 5 | 1956 | |
| 4 | 1919 | |
| 0 | 694 | 3.9% |
| 7 | 589 | 3.3% |
| 9 | 376 | 2.1% |
| 10 | 287 | 1.6% |
| Other values (7) | 295 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 694 | 3.9% |
| 1 | 2420 | |
| 2 | 3856 | |
| 3 | 3526 | |
| 4 | 1919 | |
| 5 | 1956 | |
| 6 | 1990 | |
| 7 | 589 | 3.3% |
| 8 | 216 | 1.2% |
| 9 | 376 | 2.1% |
| Value | Count | Frequency (%) |
| 16 | 2 | < 0.1% |
| 15 | 5 | < 0.1% |
| 14 | 6 | < 0.1% |
| 13 | 9 | 0.1% |
| 12 | 13 | 0.1% |
| 11 | 44 | 0.2% |
| 10 | 287 | |
| 9 | 376 | |
| 8 | 216 | 1.2% |
| 7 | 589 |
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.584710744 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 1486 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 9 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.751936664 |
|---|---|
| Coefficient of variation (CV) | 0.7676872308 |
| Kurtosis | 0.04040600415 |
| Mean | 3.584710744 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.9034759668 |
| Sum | 64195 |
| Variance | 7.573155403 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 3628 | |
| 1 | 2772 | |
| 3 | 2762 | |
| 4 | 1994 | |
| 0 | 1486 | |
| 5 | 1286 | 7.2% |
| 6 | 1182 | 6.6% |
| 9 | 692 | 3.9% |
| 8 | 652 | 3.6% |
| 7 | 617 | 3.4% |
| Other values (3) | 837 | 4.7% |
| Value | Count | Frequency (%) |
| 0 | 1486 | |
| 1 | 2772 | |
| 2 | 3628 | |
| 3 | 2762 | |
| 4 | 1994 | |
| 5 | 1286 | 7.2% |
| 6 | 1182 | 6.6% |
| 7 | 617 | 3.4% |
| 8 | 652 | 3.6% |
| 9 | 692 | 3.9% |
| Value | Count | Frequency (%) |
| 12 | 11 | 0.1% |
| 11 | 228 | 1.3% |
| 10 | 598 | 3.3% |
| 9 | 692 | 3.9% |
| 8 | 652 | 3.6% |
| 7 | 617 | 3.4% |
| 6 | 1182 | |
| 5 | 1286 | |
| 4 | 1994 | |
| 3 | 2762 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.427183382 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 263 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.216440083 |
|---|---|
| Coefficient of variation (CV) | 0.6467235149 |
| Kurtosis | -0.2342798516 |
| Mean | 3.427183382 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7941275108 |
| Sum | 61374 |
| Variance | 4.912606642 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 6091 | |
| 1 | 2782 | |
| 6 | 2368 | 13.2% |
| 3 | 1632 | 9.1% |
| 4 | 1587 | 8.9% |
| 5 | 1348 | 7.5% |
| 7 | 1135 | 6.3% |
| 9 | 377 | 2.1% |
| 0 | 263 | 1.5% |
| 8 | 209 | 1.2% |
| Other values (2) | 116 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 263 | 1.5% |
| 1 | 2782 | |
| 2 | 6091 | |
| 3 | 1632 | 9.1% |
| 4 | 1587 | 8.9% |
| 5 | 1348 | 7.5% |
| 6 | 2368 | 13.2% |
| 7 | 1135 | 6.3% |
| 8 | 209 | 1.2% |
| 9 | 377 | 2.1% |
| Value | Count | Frequency (%) |
| 11 | 48 | 0.3% |
| 10 | 68 | 0.4% |
| 9 | 377 | 2.1% |
| 8 | 209 | 1.2% |
| 7 | 1135 | 6.3% |
| 6 | 2368 | 13.2% |
| 5 | 1348 | 7.5% |
| 4 | 1587 | 8.9% |
| 3 | 1632 | 9.1% |
| 2 | 6091 |
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.503350458 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 398 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.955568317 |
|---|---|
| Coefficient of variation (CV) | 0.5581994553 |
| Kurtosis | 1.761587292 |
| Mean | 3.503350458 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.164914873 |
| Sum | 62738 |
| Variance | 3.824247444 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 5490 | |
| 2 | 3801 | |
| 4 | 3400 | |
| 1 | 1295 | 7.2% |
| 7 | 1125 | 6.3% |
| 5 | 824 | 4.6% |
| 6 | 721 | 4.0% |
| 8 | 584 | 3.3% |
| 0 | 398 | 2.2% |
| 10 | 113 | 0.6% |
| Other values (6) | 157 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 398 | 2.2% |
| 1 | 1295 | 7.2% |
| 2 | 3801 | |
| 3 | 5490 | |
| 4 | 3400 | |
| 5 | 824 | 4.6% |
| 6 | 721 | 4.0% |
| 7 | 1125 | 6.3% |
| 8 | 584 | 3.3% |
| 9 | 62 | 0.3% |
| Value | Count | Frequency (%) |
| 15 | 1 | < 0.1% |
| 14 | 6 | < 0.1% |
| 13 | 4 | < 0.1% |
| 12 | 15 | 0.1% |
| 11 | 69 | 0.4% |
| 10 | 113 | 0.6% |
| 9 | 62 | 0.3% |
| 8 | 584 | |
| 7 | 1125 | |
| 6 | 721 |
has_debt
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 140.0 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 17908 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 14244 | |
| 0 | 3664 | 20.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 14244 | |
| 0 | 3664 | 20.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 14244 | |
| 0 | 3664 | 20.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 17908 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 14244 | |
| 0 | 3664 | 20.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17908 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 14244 | |
| 0 | 3664 | 20.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17908 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 14244 | |
| 0 | 3664 | 20.5% |
amount_requested
Real number (ℝ≥0)
| Distinct | 98 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 950.4464485 |
| Minimum | 350 |
|---|---|
| Maximum | 10200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 350 |
|---|---|
| 5-th percentile | 400 |
| Q1 | 600 |
| median | 700 |
| Q3 | 1100 |
| 95-th percentile | 2600 |
| Maximum | 10200 |
| Range | 9850 |
| Interquartile range (IQR) | 500 |
Descriptive statistics
| Standard deviation | 698.5436832 |
|---|---|
| Coefficient of variation (CV) | 0.7349637471 |
| Kurtosis | 24.57411204 |
| Mean | 950.4464485 |
| Median Absolute Deviation (MAD) | 200 |
| Skewness | 3.599579126 |
| Sum | 17020595 |
| Variance | 487963.2774 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 600 | 2503 | |
| 700 | 2317 | |
| 400 | 2252 | |
| 800 | 1715 | |
| 900 | 1466 | |
| 500 | 1357 | 7.6% |
| 1100 | 1094 | 6.1% |
| 1200 | 896 | 5.0% |
| 1000 | 477 | 2.7% |
| 550 | 244 | 1.4% |
| Other values (88) | 3587 |
| Value | Count | Frequency (%) |
| 350 | 46 | 0.3% |
| 375 | 1 | < 0.1% |
| 400 | 2252 | |
| 401 | 13 | 0.1% |
| 425 | 10 | 0.1% |
| 450 | 224 | 1.3% |
| 475 | 3 | < 0.1% |
| 500 | 1357 | |
| 501 | 14 | 0.1% |
| 525 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 10200 | 1 | < 0.1% |
| 10100 | 4 | < 0.1% |
| 9900 | 3 | < 0.1% |
| 9800 | 3 | < 0.1% |
| 8300 | 1 | < 0.1% |
| 7900 | 1 | < 0.1% |
| 7800 | 1 | < 0.1% |
| 6300 | 1 | < 0.1% |
| 5800 | 1 | < 0.1% |
| 5200 | 20 |
risk_score
Real number (ℝ≥0)
| Distinct | 1411 |
|---|---|
| Distinct (%) | 7.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61086.30221 |
| Minimum | 2100 |
|---|---|
| Maximum | 99750 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 2100 |
|---|---|
| 5-th percentile | 35450 |
| Q1 | 49350 |
| median | 61200 |
| Q3 | 72750 |
| 95-th percentile | 85700 |
| Maximum | 99750 |
| Range | 97650 |
| Interquartile range (IQR) | 23400 |
Descriptive statistics
| Standard deviation | 15394.25502 |
|---|---|
| Coefficient of variation (CV) | 0.2520082975 |
| Kurtosis | -0.6774669325 |
| Mean | 61086.30221 |
| Median Absolute Deviation (MAD) | 11700 |
| Skewness | -0.02239834722 |
| Sum | 1093933500 |
| Variance | 236983087.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60300 | 41 | 0.2% |
| 52800 | 38 | 0.2% |
| 62850 | 38 | 0.2% |
| 72750 | 37 | 0.2% |
| 68100 | 37 | 0.2% |
| 72450 | 37 | 0.2% |
| 49350 | 35 | 0.2% |
| 38100 | 35 | 0.2% |
| 59250 | 34 | 0.2% |
| 67950 | 34 | 0.2% |
| Other values (1401) | 17542 |
| Value | Count | Frequency (%) |
| 2100 | 1 | |
| 2250 | 1 | |
| 2800 | 1 | |
| 4450 | 1 | |
| 6100 | 1 | |
| 11100 | 1 | |
| 11850 | 1 | |
| 13750 | 1 | |
| 15500 | 1 | |
| 15850 | 1 |
| Value | Count | Frequency (%) |
| 99750 | 1 | |
| 99600 | 1 | |
| 99550 | 1 | |
| 99450 | 1 | |
| 99300 | 1 | |
| 99200 | 1 | |
| 99150 | 1 | |
| 99000 | 1 | |
| 98950 | 1 | |
| 98900 | 1 |
risk_score_2
Real number (ℝ≥0)
| Distinct | 17475 |
|---|---|
| Distinct (%) | 97.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6908776181 |
| Minimum | 0.023258235 |
|---|---|
| Maximum | 0.999997479 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 0.023258235 |
|---|---|
| 5-th percentile | 0.5328652102 |
| Q1 | 0.6409930675 |
| median | 0.6995605045 |
| Q3 | 0.752886555 |
| 95-th percentile | 0.8201192014 |
| Maximum | 0.999997479 |
| Range | 0.976739244 |
| Interquartile range (IQR) | 0.1118934875 |
Descriptive statistics
| Standard deviation | 0.09047039328 |
|---|---|
| Coefficient of variation (CV) | 0.1309499554 |
| Kurtosis | 2.197558626 |
| Mean | 0.6908776181 |
| Median Absolute Deviation (MAD) | 0.055833193 |
| Skewness | -0.896817751 |
| Sum | 12372.23639 |
| Variance | 0.008184892061 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.712057143 | 3 | < 0.1% |
| 0.738753782 | 3 | < 0.1% |
| 0.726331933 | 3 | < 0.1% |
| 0.632270588 | 3 | < 0.1% |
| 0.767216807 | 3 | < 0.1% |
| 0.682552101 | 3 | < 0.1% |
| 0.747897479 | 3 | < 0.1% |
| 0.70047395 | 3 | < 0.1% |
| 0.653989916 | 3 | < 0.1% |
| 0.721905042 | 2 | < 0.1% |
| Other values (17465) | 17879 |
| Value | Count | Frequency (%) |
| 0.023258235 | 1 | |
| 0.049926134 | 1 | |
| 0.064669832 | 1 | |
| 0.1128 | 1 | |
| 0.113934454 | 1 | |
| 0.134801681 | 1 | |
| 0.166305042 | 1 | |
| 0.174494202 | 1 | |
| 0.190769748 | 1 | |
| 0.201940336 | 1 |
| Value | Count | Frequency (%) |
| 0.999997479 | 1 | |
| 0.999947899 | 1 | |
| 0.999797479 | 1 | |
| 0.988086555 | 1 | |
| 0.977121008 | 1 | |
| 0.974789916 | 1 | |
| 0.973058824 | 1 | |
| 0.950252101 | 1 | |
| 0.949579832 | 1 | |
| 0.947361345 | 1 |
| Distinct | 3945 |
|---|---|
| Distinct (%) | 22.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8782757628 |
| Minimum | 0.451371431 |
|---|---|
| Maximum | 0.999023613 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 0.451371431 |
|---|---|
| 5-th percentile | 0.7711775 |
| Q1 | 0.850882115 |
| median | 0.88100422 |
| Q3 | 0.912607739 |
| 95-th percentile | 0.964098133 |
| Maximum | 0.999023613 |
| Range | 0.547652182 |
| Interquartile range (IQR) | 0.061725624 |
Descriptive statistics
| Standard deviation | 0.05456319219 |
|---|---|
| Coefficient of variation (CV) | 0.06212535345 |
| Kurtosis | 0.9497467675 |
| Mean | 0.8782757628 |
| Median Absolute Deviation (MAD) | 0.030346561 |
| Skewness | -0.5879679624 |
| Sum | 15728.16236 |
| Variance | 0.002977141942 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.881183785 | 27 | 0.2% |
| 0.901227779 | 26 | 0.1% |
| 0.867548034 | 25 | 0.1% |
| 0.881127671 | 25 | 0.1% |
| 0.881105225 | 25 | 0.1% |
| 0.881049111 | 25 | 0.1% |
| 0.881116448 | 24 | 0.1% |
| 0.867536811 | 24 | 0.1% |
| 0.881195008 | 24 | 0.1% |
| 0.881138894 | 23 | 0.1% |
| Other values (3935) | 17660 |
| Value | Count | Frequency (%) |
| 0.451371431 | 1 | |
| 0.50075193 | 1 | |
| 0.529718082 | 1 | |
| 0.536474232 | 1 | |
| 0.554543006 | 1 | |
| 0.601544263 | 1 | |
| 0.627446579 | 1 | |
| 0.63412417 | 1 | |
| 0.642114832 | 1 | |
| 0.64542557 | 1 |
| Value | Count | Frequency (%) |
| 0.999023613 | 1 | |
| 0.99901239 | 1 | |
| 0.99893383 | 1 | |
| 0.998832825 | 1 | |
| 0.997890106 | 1 | |
| 0.997845215 | 1 | |
| 0.997833992 | 1 | |
| 0.997777878 | 1 | |
| 0.997755432 | 2 | |
| 0.997744209 | 1 |
| Distinct | 17628 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.583154562 |
| Minimum | 0.016724453 |
|---|---|
| Maximum | 0.978932031 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 0.016724453 |
|---|---|
| 5-th percentile | 0.3693354299 |
| Q1 | 0.5002080077 |
| median | 0.5882078125 |
| Q3 | 0.672394922 |
| 95-th percentile | 0.778850781 |
| Maximum | 0.978932031 |
| Range | 0.962207578 |
| Interquartile range (IQR) | 0.1721869143 |
Descriptive statistics
| Standard deviation | 0.1250612824 |
|---|---|
| Coefficient of variation (CV) | 0.2144564933 |
| Kurtosis | -0.01810649831 |
| Mean | 0.583154562 |
| Median Absolute Deviation (MAD) | 0.086387109 |
| Skewness | -0.2697301031 |
| Sum | 10443.1319 |
| Variance | 0.01564032437 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.596921094 | 3 | < 0.1% |
| 0.620900781 | 3 | < 0.1% |
| 0.621678906 | 3 | < 0.1% |
| 0.632928125 | 3 | < 0.1% |
| 0.576989844 | 3 | < 0.1% |
| 0.511171094 | 3 | < 0.1% |
| 0.613100781 | 2 | < 0.1% |
| 0.568622656 | 2 | < 0.1% |
| 0.594796094 | 2 | < 0.1% |
| 0.612609375 | 2 | < 0.1% |
| Other values (17618) | 17882 |
| Value | Count | Frequency (%) |
| 0.016724453 | 1 | |
| 0.019622383 | 1 | |
| 0.083435078 | 1 | |
| 0.08881875 | 1 | |
| 0.089404688 | 1 | |
| 0.099060078 | 1 | |
| 0.114007812 | 1 | |
| 0.130995313 | 1 | |
| 0.134152344 | 1 | |
| 0.13685 | 1 |
| Value | Count | Frequency (%) |
| 0.978932031 | 1 | |
| 0.976803125 | 1 | |
| 0.949421094 | 1 | |
| 0.946853906 | 1 | |
| 0.939939063 | 1 | |
| 0.938035938 | 1 | |
| 0.928945312 | 1 | |
| 0.928267188 | 1 | |
| 0.919130469 | 1 | |
| 0.916398437 | 1 |
| Distinct | 17597 |
|---|---|
| Distinct (%) | 98.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7182519798 |
| Minimum | 0.153367295 |
|---|---|
| Maximum | 0.996259854 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 0.153367295 |
|---|---|
| 5-th percentile | 0.5103716527 |
| Q1 | 0.633708075 |
| median | 0.7251125425 |
| Q3 | 0.8066806225 |
| 95-th percentile | 0.9081859225 |
| Maximum | 0.996259854 |
| Range | 0.842892559 |
| Interquartile range (IQR) | 0.1729725475 |
Descriptive statistics
| Standard deviation | 0.120697337 |
|---|---|
| Coefficient of variation (CV) | 0.1680431665 |
| Kurtosis | -0.3402806097 |
| Mean | 0.7182519798 |
| Median Absolute Deviation (MAD) | 0.086148283 |
| Skewness | -0.2497580737 |
| Sum | 12862.45645 |
| Variance | 0.01456784717 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.744025479 | 3 | < 0.1% |
| 0.827665784 | 2 | < 0.1% |
| 0.674464413 | 2 | < 0.1% |
| 0.844620086 | 2 | < 0.1% |
| 0.589840939 | 2 | < 0.1% |
| 0.736693218 | 2 | < 0.1% |
| 0.827620434 | 2 | < 0.1% |
| 0.622526785 | 2 | < 0.1% |
| 0.617816306 | 2 | < 0.1% |
| 0.732567164 | 2 | < 0.1% |
| Other values (17587) | 17887 |
| Value | Count | Frequency (%) |
| 0.153367295 | 1 | |
| 0.160914885 | 1 | |
| 0.171134562 | 1 | |
| 0.190369257 | 1 | |
| 0.214473534 | 1 | |
| 0.214770111 | 1 | |
| 0.253026729 | 1 | |
| 0.258500468 | 1 | |
| 0.314389593 | 1 | |
| 0.334146223 | 1 |
| Value | Count | Frequency (%) |
| 0.996259854 | 1 | |
| 0.993363402 | 1 | |
| 0.993002308 | 1 | |
| 0.992798658 | 1 | |
| 0.992712235 | 1 | |
| 0.992600142 | 1 | |
| 0.991739335 | 1 | |
| 0.991158333 | 1 | |
| 0.989404204 | 1 | |
| 0.989107285 | 1 |
| Distinct | 17463 |
|---|---|
| Distinct (%) | 97.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6231124359 |
| Minimum | 0.010184 |
|---|---|
| Maximum | 0.970249 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 0.010184 |
|---|---|
| 5-th percentile | 0.3972336 |
| Q1 | 0.521735 |
| median | 0.625944 |
| Q3 | 0.72984075 |
| 95-th percentile | 0.843793 |
| Maximum | 0.970249 |
| Range | 0.960065 |
| Interquartile range (IQR) | 0.20810575 |
Descriptive statistics
| Standard deviation | 0.13972853 |
|---|---|
| Coefficient of variation (CV) | 0.2242428845 |
| Kurtosis | -0.2640552949 |
| Mean | 0.6231124359 |
| Median Absolute Deviation (MAD) | 0.10402 |
| Skewness | -0.1991149062 |
| Sum | 11158.6975 |
| Variance | 0.01952406209 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.580815 | 6 | < 0.1% |
| 0.82401 | 4 | < 0.1% |
| 0.581943 | 3 | < 0.1% |
| 0.62401 | 3 | < 0.1% |
| 0.40358 | 3 | < 0.1% |
| 0.384671 | 3 | < 0.1% |
| 0.663622 | 3 | < 0.1% |
| 0.791364 | 3 | < 0.1% |
| 0.657388 | 3 | < 0.1% |
| 0.598213 | 3 | < 0.1% |
| Other values (17453) | 17874 |
| Value | Count | Frequency (%) |
| 0.010184 | 2 | |
| 0.012841 | 1 | |
| 0.017339 | 1 | |
| 0.022057 | 1 | |
| 0.025976 | 1 | |
| 0.026695 | 1 | |
| 0.035218 | 1 | |
| 0.045458 | 1 | |
| 0.050427 | 1 | |
| 0.055358 | 1 |
| Value | Count | Frequency (%) |
| 0.970249 | 1 | |
| 0.966953 | 1 | |
| 0.963647 | 1 | |
| 0.963075 | 1 | |
| 0.958013 | 1 | |
| 0.956421 | 1 | |
| 0.956027 | 1 | |
| 0.954732 | 1 | |
| 0.953618 | 1 | |
| 0.950682 | 1 |
| Distinct | 17469 |
|---|---|
| Distinct (%) | 97.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6220682099 |
| Minimum | 0.006622 |
|---|---|
| Maximum | 0.966953 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 0.006622 |
|---|---|
| 5-th percentile | 0.39609975 |
| Q1 | 0.51967675 |
| median | 0.6229735 |
| Q3 | 0.72894 |
| 95-th percentile | 0.84288655 |
| Maximum | 0.966953 |
| Range | 0.960331 |
| Interquartile range (IQR) | 0.20926325 |
Descriptive statistics
| Standard deviation | 0.1398983016 |
|---|---|
| Coefficient of variation (CV) | 0.2248922214 |
| Kurtosis | -0.2874343242 |
| Mean | 0.6220682099 |
| Median Absolute Deviation (MAD) | 0.1047615 |
| Skewness | -0.1750563576 |
| Sum | 11139.9975 |
| Variance | 0.01957153479 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.480815 | 5 | < 0.1% |
| 0.850858 | 5 | < 0.1% |
| 0.10358 | 5 | < 0.1% |
| 0.52401 | 4 | < 0.1% |
| 0.667731 | 3 | < 0.1% |
| 0.75134 | 3 | < 0.1% |
| 0.751659 | 3 | < 0.1% |
| 0.637439 | 3 | < 0.1% |
| 0.525689 | 3 | < 0.1% |
| 0.740004 | 3 | < 0.1% |
| Other values (17459) | 17871 |
| Value | Count | Frequency (%) |
| 0.006622 | 1 | |
| 0.010184 | 1 | |
| 0.013346 | 1 | |
| 0.013973 | 1 | |
| 0.022057 | 2 | |
| 0.026695 | 1 | |
| 0.035218 | 1 | |
| 0.045564 | 1 | |
| 0.077332 | 1 | |
| 0.093683 | 1 |
| Value | Count | Frequency (%) |
| 0.966953 | 1 | |
| 0.964559 | 1 | |
| 0.963647 | 1 | |
| 0.961244 | 1 | |
| 0.960768 | 1 | |
| 0.956965 | 1 | |
| 0.956761 | 1 | |
| 0.953601 | 1 | |
| 0.952916 | 1 | |
| 0.951938 | 1 |
inquiries_last_month
Real number (ℝ≥0)
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.457225821 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 140.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 13 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.67309251 |
|---|---|
| Coefficient of variation (CV) | 0.5688344518 |
| Kurtosis | 5.67117982 |
| Mean | 6.457225821 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.916539 |
| Sum | 115636 |
| Variance | 13.49160859 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 2918 | |
| 5 | 2798 | |
| 4 | 2351 | |
| 3 | 1910 | |
| 7 | 1796 | |
| 8 | 1330 | |
| 2 | 1254 | |
| 9 | 892 | 5.0% |
| 10 | 672 | 3.8% |
| 11 | 497 | 2.8% |
| Other values (20) | 1490 |
| Value | Count | Frequency (%) |
| 1 | 7 | < 0.1% |
| 2 | 1254 | |
| 3 | 1910 | |
| 4 | 2351 | |
| 5 | 2798 | |
| 6 | 2918 | |
| 7 | 1796 | |
| 8 | 1330 | |
| 9 | 892 | 5.0% |
| 10 | 672 | 3.8% |
| Value | Count | Frequency (%) |
| 30 | 4 | < 0.1% |
| 29 | 5 | < 0.1% |
| 28 | 11 | 0.1% |
| 27 | 17 | 0.1% |
| 26 | 16 | 0.1% |
| 25 | 11 | 0.1% |
| 24 | 20 | |
| 23 | 17 | 0.1% |
| 22 | 32 | |
| 21 | 44 |
e_signed
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 140.0 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 17908 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 9639 | |
| 0 | 8269 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 9639 | |
| 0 | 8269 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 9639 | |
| 0 | 8269 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 17908 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 9639 | |
| 0 | 8269 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17908 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 9639 | |
| 0 | 8269 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17908 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 9639 | |
| 0 | 8269 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| entry_id | age | pay_schedule | home_owner | income | months_employed | years_employed | current_address_year | personal_account_m | personal_account_y | has_debt | amount_requested | risk_score | risk_score_2 | risk_score_3 | risk_score_4 | risk_score_5 | ext_quality_score | ext_quality_score_2 | inquiries_last_month | e_signed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 7629673 | 40 | bi-weekly | 1 | 3135 | 0 | 3 | 3 | 6 | 2 | 1 | 550 | 36200 | 0.737398 | 0.903517 | 0.487712 | 0.515977 | 0.580918 | 0.380918 | 10 | 1 |
| 1 | 3560428 | 61 | weekly | 0 | 3180 | 0 | 6 | 3 | 2 | 7 | 1 | 600 | 30150 | 0.738510 | 0.881027 | 0.713423 | 0.826402 | 0.730720 | 0.630720 | 9 | 0 |
| 2 | 6934997 | 23 | weekly | 0 | 1540 | 6 | 0 | 0 | 7 | 1 | 1 | 450 | 34550 | 0.642993 | 0.766554 | 0.595018 | 0.762284 | 0.531712 | 0.531712 | 7 | 0 |
| 3 | 5682812 | 40 | bi-weekly | 0 | 5230 | 0 | 6 | 1 | 2 | 7 | 1 | 700 | 42150 | 0.665224 | 0.960832 | 0.767828 | 0.778831 | 0.792552 | 0.592552 | 8 | 1 |
| 4 | 5335819 | 33 | semi-monthly | 0 | 3590 | 0 | 5 | 2 | 2 | 8 | 1 | 1100 | 53850 | 0.617361 | 0.857560 | 0.613487 | 0.665523 | 0.744634 | 0.744634 | 12 | 0 |
| 5 | 8492423 | 21 | weekly | 0 | 2303 | 0 | 5 | 8 | 2 | 7 | 1 | 600 | 74850 | 0.677109 | 0.758765 | 0.495609 | 0.664762 | 0.592556 | 0.492556 | 6 | 1 |
| 6 | 7948313 | 26 | bi-weekly | 0 | 2795 | 0 | 4 | 4 | 1 | 6 | 1 | 800 | 50800 | 0.738055 | 0.873204 | 0.666437 | 0.700392 | 0.584130 | 0.684130 | 14 | 1 |
| 7 | 4297036 | 43 | bi-weekly | 0 | 5000 | 0 | 2 | 1 | 1 | 2 | 1 | 1100 | 69100 | 0.798303 | 0.841747 | 0.401971 | 0.568787 | 0.525905 | 0.725905 | 5 | 1 |
| 8 | 6493191 | 32 | semi-monthly | 0 | 5260 | 3 | 0 | 3 | 1 | 4 | 1 | 1150 | 64050 | 0.652429 | 0.802433 | 0.593816 | 0.560389 | 0.569459 | 0.369459 | 3 | 1 |
| 9 | 8908605 | 51 | bi-weekly | 1 | 3055 | 0 | 6 | 11 | 4 | 2 | 1 | 600 | 59750 | 0.624666 | 0.968565 | 0.509919 | 0.749624 | 0.758607 | 0.758607 | 5 | 1 |
Last rows
| entry_id | age | pay_schedule | home_owner | income | months_employed | years_employed | current_address_year | personal_account_m | personal_account_y | has_debt | amount_requested | risk_score | risk_score_2 | risk_score_3 | risk_score_4 | risk_score_5 | ext_quality_score | ext_quality_score_2 | inquiries_last_month | e_signed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 17898 | 2150976 | 39 | bi-weekly | 1 | 5215 | 0 | 5 | 2 | 5 | 3 | 1 | 600 | 38200 | 0.763789 | 0.737341 | 0.601577 | 0.617802 | 0.666175 | 0.766175 | 5 | 0 |
| 17899 | 6799343 | 37 | bi-weekly | 0 | 3265 | 0 | 4 | 1 | 5 | 2 | 1 | 1200 | 67950 | 0.715218 | 0.911429 | 0.606896 | 0.790531 | 0.431665 | 0.531665 | 2 | 1 |
| 17900 | 7100872 | 31 | weekly | 0 | 3015 | 0 | 2 | 1 | 2 | 2 | 0 | 450 | 42450 | 0.643778 | 0.901396 | 0.632284 | 0.856231 | 0.666399 | 0.566399 | 6 | 1 |
| 17901 | 1807355 | 44 | bi-weekly | 0 | 5025 | 6 | 2 | 3 | 6 | 3 | 1 | 500 | 54500 | 0.711895 | 0.911418 | 0.522509 | 0.712864 | 0.484913 | 0.584913 | 9 | 0 |
| 17902 | 3983229 | 54 | bi-weekly | 0 | 2620 | 5 | 2 | 1 | 4 | 2 | 1 | 600 | 55450 | 0.638183 | 0.973020 | 0.502234 | 0.731239 | 0.579557 | 0.679557 | 6 | 0 |
| 17903 | 9949728 | 31 | monthly | 0 | 3245 | 0 | 5 | 3 | 2 | 6 | 1 | 700 | 71700 | 0.691126 | 0.928196 | 0.664112 | 0.838012 | 0.727705 | 0.627705 | 2 | 0 |
| 17904 | 9442442 | 46 | bi-weekly | 0 | 6525 | 0 | 2 | 1 | 3 | 3 | 1 | 800 | 51800 | 0.648525 | 0.970832 | 0.699241 | 0.844724 | 0.774918 | 0.474918 | 3 | 0 |
| 17905 | 9857590 | 46 | weekly | 0 | 2685 | 0 | 5 | 1 | 1 | 8 | 1 | 1200 | 59650 | 0.677975 | 0.918141 | 0.687981 | 0.939101 | 0.472045 | 0.672045 | 9 | 0 |
| 17906 | 8708471 | 42 | bi-weekly | 0 | 2515 | 0 | 3 | 5 | 6 | 1 | 1 | 400 | 80200 | 0.642741 | 0.885684 | 0.456448 | 0.686823 | 0.406568 | 0.406568 | 3 | 1 |
| 17907 | 1498559 | 29 | weekly | 1 | 2665 | 0 | 4 | 10 | 4 | 1 | 1 | 600 | 64950 | 0.720889 | 0.874372 | 0.505565 | 0.631619 | 0.846163 | 0.846163 | 4 | 1 |